Overview
Brought to you by YData
Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 784 |
| Missing cells | 1842 |
| Missing cells (%) | 8.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 418.0 KiB |
| Average record size in memory | 546.0 B |
Variable types
| Text | 2 |
|---|---|
| DateTime | 3 |
| Categorical | 2 |
| Numeric | 22 |
Dataset
| Description | DPHRU 013 - Metabolic study (cholesterol focus) |
|---|---|
| Creator | RP2 Clinical Data Harmonization Project |
| URL | HEAT Research Projects |
Variable descriptions
| study_source | Source study identifier |
|---|---|
| CD4 cell count (cells/µL) | CD4+ T lymphocyte count - immune function indicator |
| HIV viral load (copies/mL) | HIV RNA copies per mL - treatment efficacy marker |
| Albumin (g/dL) | Serum albumin - liver function and nutritional status |
| primary_date | Primary date of measurement/visit |
| Age (at enrolment) | Patient age at study enrollment |
BMI (kg/m²) is highly overall correlated with Waist circumference (cm) and 2 other fields | High correlation |
Diastolic blood pressure (mmHg) is highly overall correlated with Systolic blood pressure (mmHg) and 2 other fields | High correlation |
FASTING GLUCOSE is highly overall correlated with Fasting glucose (mmol/L) | High correlation |
FASTING HDL is highly overall correlated with FASTING TOTAL CHOLESTEROL | High correlation |
FASTING LDL is highly overall correlated with FASTING TOTAL CHOLESTEROL and 2 other fields | High correlation |
FASTING TOTAL CHOLESTEROL is highly overall correlated with FASTING HDL and 2 other fields | High correlation |
Fasting glucose (mmol/L) is highly overall correlated with FASTING GLUCOSE | High correlation |
Height is highly overall correlated with Height (m) and 1 other fields | High correlation |
Height (m) is highly overall correlated with Height and 1 other fields | High correlation |
LDL cholesterol (mg/dL) is highly overall correlated with FASTING LDL and 2 other fields | High correlation |
Systolic blood pressure (mmHg) is highly overall correlated with Diastolic blood pressure (mmHg) and 2 other fields | High correlation |
Total cholesterol (mg/dL) is highly overall correlated with FASTING LDL and 2 other fields | High correlation |
Waist circumference (cm) is highly overall correlated with BMI (kg/m²) and 2 other fields | High correlation |
Weight (kg) is highly overall correlated with BMI (kg/m²) and 2 other fields | High correlation |
diastolic blood pressure is highly overall correlated with Diastolic blood pressure (mmHg) and 2 other fields | High correlation |
month is highly overall correlated with season | High correlation |
original_record_index is highly overall correlated with LDL cholesterol (mg/dL) | High correlation |
season is highly overall correlated with month | High correlation |
systolic blood pressure is highly overall correlated with Diastolic blood pressure (mmHg) and 2 other fields | High correlation |
weight is highly overall correlated with BMI (kg/m²) and 2 other fields | High correlation |
year is highly overall correlated with Height and 1 other fields | High correlation |
Age (at enrolment) has 14 (1.8%) missing values | Missing |
systolic blood pressure has 221 (28.2%) missing values | Missing |
diastolic blood pressure has 221 (28.2%) missing values | Missing |
weight has 221 (28.2%) missing values | Missing |
Height has 221 (28.2%) missing values | Missing |
FASTING GLUCOSE has 34 (4.3%) missing values | Missing |
FASTING HDL has 59 (7.5%) missing values | Missing |
FASTING LDL has 59 (7.5%) missing values | Missing |
FASTING TOTAL CHOLESTEROL has 60 (7.7%) missing values | Missing |
HDL cholesterol (mg/dL) has 27 (3.4%) missing values | Missing |
LDL cholesterol (mg/dL) has 27 (3.4%) missing values | Missing |
Total cholesterol (mg/dL) has 27 (3.4%) missing values | Missing |
Height (m) has 205 (26.1%) missing values | Missing |
Weight (kg) has 205 (26.1%) missing values | Missing |
Waist circumference (cm) has 205 (26.1%) missing values | Missing |
Fasting glucose (mmol/L) has 32 (4.1%) missing values | Missing |
original_record_index is uniformly distributed | Uniform |
original_record_index has unique values | Unique |
Reproduction
| Analysis started | 2025-11-11 10:35:47.348176 |
|---|---|
| Analysis finished | 2025-11-11 10:41:46.058712 |
| Duration | 5 minutes and 58.71 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
anonymous_patient_id
Text
| Distinct | 247 |
|---|---|
| Distinct (%) | 31.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.7 KiB |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Unique
| Unique | 22 ? |
|---|---|
| Unique (%) | 2.8% |
Sample
| 1st row | HEAT_0D62D894DA8A |
|---|---|
| 2nd row | HEAT_4D7DE69432FE |
| 3rd row | HEAT_4D7DE69432FE |
| 4th row | HEAT_4D7DE69432FE |
| 5th row | HEAT_4D7DE69432FE |
| Value | Count | Frequency (%) |
| heat_4d7de69432fe | 4 | 0.5% |
| heat_1b67a8e196f0 | 4 | 0.5% |
| heat_aa0e359abcba | 4 | 0.5% |
| heat_de071bff8268 | 4 | 0.5% |
| heat_6fbe09c8eed2 | 4 | 0.5% |
| heat_927cb51cfe43 | 4 | 0.5% |
| heat_1a8bbd77aac9 | 4 | 0.5% |
| heat_dc20966e386c | 4 | 0.5% |
| heat_ba33fc253513 | 4 | 0.5% |
| heat_72b672d3a182 | 4 | 0.5% |
| Other values (237) | 744 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1451 | 10.9% |
| A | 1339 | 10.0% |
| H | 784 | 5.9% |
| T | 784 | 5.9% |
| _ | 784 | 5.9% |
| 0 | 640 | 4.8% |
| 3 | 631 | 4.7% |
| F | 604 | 4.5% |
| D | 602 | 4.5% |
| 1 | 601 | 4.5% |
| Other values (9) | 5108 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13328 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 1451 | 10.9% |
| A | 1339 | 10.0% |
| H | 784 | 5.9% |
| T | 784 | 5.9% |
| _ | 784 | 5.9% |
| 0 | 640 | 4.8% |
| 3 | 631 | 4.7% |
| F | 604 | 4.5% |
| D | 602 | 4.5% |
| 1 | 601 | 4.5% |
| Other values (9) | 5108 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13328 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 1451 | 10.9% |
| A | 1339 | 10.0% |
| H | 784 | 5.9% |
| T | 784 | 5.9% |
| _ | 784 | 5.9% |
| 0 | 640 | 4.8% |
| 3 | 631 | 4.7% |
| F | 604 | 4.5% |
| D | 602 | 4.5% |
| 1 | 601 | 4.5% |
| Other values (9) | 5108 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13328 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 1451 | 10.9% |
| A | 1339 | 10.0% |
| H | 784 | 5.9% |
| T | 784 | 5.9% |
| _ | 784 | 5.9% |
| 0 | 640 | 4.8% |
| 3 | 631 | 4.7% |
| F | 604 | 4.5% |
| D | 602 | 4.5% |
| 1 | 601 | 4.5% |
| Other values (9) | 5108 |
primary_date
Date
Primary date of measurement/visit
| Distinct | 232 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.2 KiB |
| Minimum | 2011-02-10 00:00:00 |
|---|---|
| Maximum | 2013-06-19 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
year
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 46.7 KiB |
| 2011 | |
|---|---|
| 2012 | |
| 2013 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2011 |
|---|---|
| 2nd row | 2011 |
| 3rd row | 2012 |
| 4th row | 2012 |
| 5th row | 2013 |
Common Values
| Value | Count | Frequency (%) |
| 2011 | 462 | |
| 2012 | 195 | |
| 2013 | 127 | 16.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2011 | 462 | |
| 2012 | 195 | |
| 2013 | 127 | 16.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1246 | |
| 2 | 979 | |
| 0 | 784 | |
| 3 | 127 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3136 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1246 | |
| 2 | 979 | |
| 0 | 784 | |
| 3 | 127 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3136 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1246 | |
| 2 | 979 | |
| 0 | 784 | |
| 3 | 127 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3136 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1246 | |
| 2 | 979 | |
| 0 | 784 | |
| 3 | 127 | 4.0% |
month
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.1415816 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.637117 |
|---|---|
| Coefficient of variation (CV) | 0.51289996 |
| Kurtosis | -0.45367637 |
| Mean | 5.1415816 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.81252108 |
| Sum | 4031 |
| Variance | 6.9543863 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 4 | 179 | |
| 5 | 144 | |
| 3 | 133 | |
| 2 | 95 | |
| 8 | 78 | |
| 10 | 46 | 5.9% |
| 9 | 40 | 5.1% |
| 11 | 34 | 4.3% |
| 6 | 26 | 3.3% |
| 1 | 6 | 0.8% |
| Other values (2) | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.8% |
| 2 | 95 | |
| 3 | 133 | |
| 4 | 179 | |
| 5 | 144 | |
| 6 | 26 | 3.3% |
| 7 | 2 | 0.3% |
| 8 | 78 | |
| 9 | 40 | 5.1% |
| 10 | 46 | 5.9% |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.1% |
| 11 | 34 | 4.3% |
| 10 | 46 | 5.9% |
| 9 | 40 | 5.1% |
| 8 | 78 | |
| 7 | 2 | 0.3% |
| 6 | 26 | 3.3% |
| 5 | 144 | |
| 4 | 179 | |
| 3 | 133 |
season
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.2 KiB |
| Autumn | |
|---|---|
| Spring | |
| Winter | |
| Summer |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Summer |
|---|---|
| 2nd row | Autumn |
| 3rd row | Summer |
| 4th row | Autumn |
| 5th row | Autumn |
Common Values
| Value | Count | Frequency (%) |
| Autumn | 456 | |
| Spring | 120 | 15.3% |
| Winter | 106 | 13.5% |
| Summer | 102 | 13.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| autumn | 456 | |
| spring | 120 | 15.3% |
| winter | 106 | 13.5% |
| summer | 102 | 13.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 1014 | |
| n | 682 | |
| m | 660 | |
| t | 562 | |
| A | 456 | |
| r | 328 | 7.0% |
| i | 226 | 4.8% |
| S | 222 | 4.7% |
| e | 208 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 226 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4704 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| u | 1014 | |
| n | 682 | |
| m | 660 | |
| t | 562 | |
| A | 456 | |
| r | 328 | 7.0% |
| i | 226 | 4.8% |
| S | 222 | 4.7% |
| e | 208 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 226 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4704 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| u | 1014 | |
| n | 682 | |
| m | 660 | |
| t | 562 | |
| A | 456 | |
| r | 328 | 7.0% |
| i | 226 | 4.8% |
| S | 222 | 4.7% |
| e | 208 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 226 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4704 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| u | 1014 | |
| n | 682 | |
| m | 660 | |
| t | 562 | |
| A | 456 | |
| r | 328 | 7.0% |
| i | 226 | 4.8% |
| S | 222 | 4.7% |
| e | 208 | 4.4% |
| p | 120 | 2.6% |
| Other values (2) | 226 | 4.8% |
| Distinct | 184 |
|---|---|
| Distinct (%) | 23.9% |
| Missing | 14 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.596494 |
| Minimum | 16 |
|---|---|
| Maximum | 51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 28 |
| median | 34 |
| Q3 | 39 |
| 95-th percentile | 46 |
| Maximum | 51 |
| Range | 35 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 7.3995625 |
|---|---|
| Coefficient of variation (CV) | 0.22024806 |
| Kurtosis | -0.78855897 |
| Mean | 33.596494 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.048568173 |
| Sum | 25869.3 |
| Variance | 54.753525 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40 | 33 | 4.2% |
| 39 | 33 | 4.2% |
| 34 | 31 | 4.0% |
| 37 | 29 | 3.7% |
| 30 | 27 | 3.4% |
| 31 | 25 | 3.2% |
| 38 | 24 | 3.1% |
| 41 | 23 | 2.9% |
| 35 | 22 | 2.8% |
| 28 | 21 | 2.7% |
| Other values (174) | 502 |
| Value | Count | Frequency (%) |
| 16 | 1 | 0.1% |
| 18.1 | 1 | 0.1% |
| 18.8 | 1 | 0.1% |
| 19 | 3 | 0.4% |
| 19.3 | 1 | 0.1% |
| 19.4 | 2 | 0.3% |
| 19.5 | 1 | 0.1% |
| 19.6 | 1 | 0.1% |
| 20 | 9 | |
| 20.1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 51 | 1 | 0.1% |
| 50 | 4 | 0.5% |
| 49.1 | 1 | 0.1% |
| 49 | 6 | |
| 48 | 8 | |
| 47.9 | 1 | 0.1% |
| 47.2 | 1 | 0.1% |
| 47 | 11 | |
| 46.6 | 1 | 0.1% |
| 46.4 | 1 | 0.1% |
systolic blood pressure
Real number (ℝ)
High correlation Missing
| Distinct | 196 |
|---|---|
| Distinct (%) | 34.8% |
| Missing | 221 |
| Missing (%) | 28.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.35287 |
| Minimum | 92 |
|---|---|
| Maximum | 186 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 92 |
|---|---|
| 5-th percentile | 98.366667 |
| Q1 | 108 |
| median | 118 |
| Q3 | 127.16667 |
| 95-th percentile | 146.63333 |
| Maximum | 186 |
| Range | 94 |
| Interquartile range (IQR) | 19.166667 |
Descriptive statistics
| Standard deviation | 15.182279 |
|---|---|
| Coefficient of variation (CV) | 0.12720497 |
| Kurtosis | 1.0608157 |
| Mean | 119.35287 |
| Median Absolute Deviation (MAD) | 9.6666667 |
| Skewness | 0.83903906 |
| Sum | 67195.667 |
| Variance | 230.50159 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120 | 15 | 1.9% |
| 123 | 13 | 1.7% |
| 111 | 12 | 1.5% |
| 124 | 11 | 1.4% |
| 126 | 11 | 1.4% |
| 115 | 11 | 1.4% |
| 110 | 11 | 1.4% |
| 106 | 11 | 1.4% |
| 114 | 11 | 1.4% |
| 109 | 10 | 1.3% |
| Other values (186) | 447 | |
| (Missing) | 221 |
| Value | Count | Frequency (%) |
| 92 | 2 | |
| 92.33333333 | 4 | |
| 93 | 2 | |
| 93.33333333 | 1 | 0.1% |
| 93.66666667 | 1 | 0.1% |
| 95 | 3 | |
| 95.33333333 | 1 | 0.1% |
| 96 | 3 | |
| 96.33333333 | 3 | |
| 96.66666667 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 186 | 1 | |
| 174.3333333 | 1 | |
| 172 | 1 | |
| 171.6666667 | 1 | |
| 168 | 1 | |
| 165 | 1 | |
| 164 | 1 | |
| 163.3333333 | 1 | |
| 160 | 1 | |
| 159 | 1 |
diastolic blood pressure
Real number (ℝ)
High correlation Missing
| Distinct | 183 |
|---|---|
| Distinct (%) | 32.5% |
| Missing | 221 |
| Missing (%) | 28.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.904085 |
| Minimum | 40 |
|---|---|
| Maximum | 129 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 63 |
| Q1 | 72 |
| median | 78 |
| Q3 | 87 |
| 95-th percentile | 102 |
| Maximum | 129 |
| Range | 89 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.282504 |
|---|---|
| Coefficient of variation (CV) | 0.15371559 |
| Kurtosis | 1.1453442 |
| Mean | 79.904085 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.70003203 |
| Sum | 44986 |
| Variance | 150.8599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 78 | 20 | 2.6% |
| 75 | 18 | 2.3% |
| 74 | 16 | 2.0% |
| 69 | 14 | 1.8% |
| 77 | 14 | 1.8% |
| 72 | 13 | 1.7% |
| 71 | 12 | 1.5% |
| 80 | 11 | 1.4% |
| 82 | 11 | 1.4% |
| 88 | 11 | 1.4% |
| Other values (173) | 423 | |
| (Missing) | 221 |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 43.66666667 | 1 | 0.1% |
| 54 | 1 | 0.1% |
| 57 | 1 | 0.1% |
| 57.33333333 | 1 | 0.1% |
| 58.33333333 | 2 | 0.3% |
| 58.33333333 | 1 | 0.1% |
| 59 | 5 | |
| 59.66666667 | 1 | 0.1% |
| 60 | 3 |
| Value | Count | Frequency (%) |
| 129 | 2 | |
| 125.3333333 | 1 | |
| 122 | 1 | |
| 119.6666667 | 1 | |
| 117 | 1 | |
| 114.6666667 | 1 | |
| 113.3333333 | 1 | |
| 113 | 1 | |
| 108 | 2 | |
| 107.6666667 | 1 |
weight
Real number (ℝ)
High correlation Missing
| Distinct | 360 |
|---|---|
| Distinct (%) | 63.9% |
| Missing | 221 |
| Missing (%) | 28.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.787744 |
| Minimum | 35.1 |
|---|---|
| Maximum | 140.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 35.1 |
|---|---|
| 5-th percentile | 47.61 |
| Q1 | 57.9 |
| median | 67.2 |
| Q3 | 78.4 |
| 95-th percentile | 102.99 |
| Maximum | 140.5 |
| Range | 105.4 |
| Interquartile range (IQR) | 20.5 |
Descriptive statistics
| Standard deviation | 16.938157 |
|---|---|
| Coefficient of variation (CV) | 0.24270962 |
| Kurtosis | 1.3539238 |
| Mean | 69.787744 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.98611018 |
| Sum | 39290.5 |
| Variance | 286.90115 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72.3 | 5 | 0.6% |
| 65.4 | 5 | 0.6% |
| 54 | 4 | 0.5% |
| 53.7 | 4 | 0.5% |
| 55.1 | 4 | 0.5% |
| 61.8 | 4 | 0.5% |
| 65.6 | 4 | 0.5% |
| 76.6 | 4 | 0.5% |
| 70.9 | 4 | 0.5% |
| 59.6 | 4 | 0.5% |
| Other values (350) | 521 | |
| (Missing) | 221 |
| Value | Count | Frequency (%) |
| 35.1 | 1 | |
| 35.8 | 1 | |
| 36.4 | 1 | |
| 39.8 | 1 | |
| 41.6 | 1 | |
| 41.8 | 1 | |
| 42 | 1 | |
| 42.1 | 2 | |
| 42.5 | 1 | |
| 43.6 | 1 |
| Value | Count | Frequency (%) |
| 140.5 | 1 | |
| 135.2 | 1 | |
| 133.8 | 1 | |
| 130.6 | 1 | |
| 129.1 | 1 | |
| 121.9 | 1 | |
| 118 | 1 | |
| 116.3 | 1 | |
| 115.8 | 1 | |
| 114.7 | 1 |
Height
Real number (ℝ)
High correlation Missing
| Distinct | 222 |
|---|---|
| Distinct (%) | 39.4% |
| Missing | 221 |
| Missing (%) | 28.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2672966 |
| Minimum | 0.139 |
|---|---|
| Maximum | 1.785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0.139 |
|---|---|
| 5-th percentile | 0.155 |
| Q1 | 1.4845 |
| median | 1.567 |
| Q3 | 1.61 |
| 95-th percentile | 1.6719 |
| Maximum | 1.785 |
| Range | 1.646 |
| Interquartile range (IQR) | 0.1255 |
Descriptive statistics
| Standard deviation | 0.59809282 |
|---|---|
| Coefficient of variation (CV) | 0.47194382 |
| Kurtosis | -0.26167678 |
| Mean | 1.2672966 |
| Median Absolute Deviation (MAD) | 0.051 |
| Skewness | -1.3030932 |
| Sum | 713.488 |
| Variance | 0.35771502 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.155 | 15 | 1.9% |
| 0.158 | 14 | 1.8% |
| 0.159 | 9 | 1.1% |
| 0.157 | 9 | 1.1% |
| 0.161 | 8 | 1.0% |
| 0.16 | 8 | 1.0% |
| 0.163 | 7 | 0.9% |
| 1.61 | 7 | 0.9% |
| 1.584 | 7 | 0.9% |
| 1.588 | 7 | 0.9% |
| Other values (212) | 472 | |
| (Missing) | 221 |
| Value | Count | Frequency (%) |
| 0.139 | 1 | 0.1% |
| 0.14 | 1 | 0.1% |
| 0.147 | 1 | 0.1% |
| 0.148 | 1 | 0.1% |
| 0.149 | 2 | 0.3% |
| 0.15 | 5 | 0.6% |
| 0.152 | 3 | 0.4% |
| 0.153 | 7 | |
| 0.154 | 6 | 0.8% |
| 0.155 | 15 |
| Value | Count | Frequency (%) |
| 1.785 | 1 | |
| 1.78 | 1 | |
| 1.762 | 1 | |
| 1.759 | 1 | |
| 1.757 | 1 | |
| 1.733 | 1 | |
| 1.717 | 1 | |
| 1.715 | 1 | |
| 1.71 | 1 | |
| 1.708 | 1 |
Patient ID
Text
| Distinct | 247 |
|---|---|
| Distinct (%) | 31.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 22 ? |
|---|---|
| Unique (%) | 2.8% |
Sample
| 1st row | WBS 001 |
|---|---|
| 2nd row | WBS 003 |
| 3rd row | WBS 003 |
| 4th row | WBS 003 |
| 5th row | WBS 003 |
| Value | Count | Frequency (%) |
| wbs | 784 | |
| 003 | 4 | 0.3% |
| 004 | 4 | 0.3% |
| 010 | 4 | 0.3% |
| 008 | 4 | 0.3% |
| 017 | 4 | 0.3% |
| 014 | 4 | 0.3% |
| 011 | 4 | 0.3% |
| 028 | 4 | 0.3% |
| 027 | 4 | 0.3% |
| Other values (238) | 748 |
Most occurring characters
| Value | Count | Frequency (%) |
| W | 784 | |
| B | 784 | |
| S | 784 | |
| 784 | ||
| 2 | 426 | |
| 0 | 425 | |
| 1 | 419 | |
| 3 | 220 | 4.0% |
| 5 | 151 | 2.8% |
| 7 | 146 | 2.7% |
| Other values (4) | 565 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5488 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| W | 784 | |
| B | 784 | |
| S | 784 | |
| 784 | ||
| 2 | 426 | |
| 0 | 425 | |
| 1 | 419 | |
| 3 | 220 | 4.0% |
| 5 | 151 | 2.8% |
| 7 | 146 | 2.7% |
| Other values (4) | 565 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5488 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| W | 784 | |
| B | 784 | |
| S | 784 | |
| 784 | ||
| 2 | 426 | |
| 0 | 425 | |
| 1 | 419 | |
| 3 | 220 | 4.0% |
| 5 | 151 | 2.8% |
| 7 | 146 | 2.7% |
| Other values (4) | 565 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5488 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| W | 784 | |
| B | 784 | |
| S | 784 | |
| 784 | ||
| 2 | 426 | |
| 0 | 425 | |
| 1 | 419 | |
| 3 | 220 | 4.0% |
| 5 | 151 | 2.8% |
| 7 | 146 | 2.7% |
| Other values (4) | 565 |
original_record_index
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 784 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 391.5 |
| Minimum | 0 |
|---|---|
| Maximum | 783 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 39.15 |
| Q1 | 195.75 |
| median | 391.5 |
| Q3 | 587.25 |
| 95-th percentile | 743.85 |
| Maximum | 783 |
| Range | 783 |
| Interquartile range (IQR) | 391.5 |
Descriptive statistics
| Standard deviation | 226.4656 |
|---|---|
| Coefficient of variation (CV) | 0.57845619 |
| Kurtosis | -1.2 |
| Mean | 391.5 |
| Median Absolute Deviation (MAD) | 196 |
| Skewness | 0 |
| Sum | 306936 |
| Variance | 51286.667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 783 | 1 | 0.1% |
| 0 | 1 | 0.1% |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| Other values (774) | 774 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 783 | 1 | |
| 782 | 1 | |
| 781 | 1 | |
| 780 | 1 | |
| 779 | 1 | |
| 778 | 1 | |
| 777 | 1 | |
| 776 | 1 | |
| 775 | 1 | |
| 774 | 1 |
date
Date
| Distinct | 232 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.2 KiB |
| Minimum | 2011-02-10 00:00:00 |
|---|---|
| Maximum | 2013-06-19 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
FASTING GLUCOSE
Real number (ℝ)
High correlation Missing
| Distinct | 278 |
|---|---|
| Distinct (%) | 37.1% |
| Missing | 34 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.93656 |
| Minimum | 0.95 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0.95 |
|---|---|
| 5-th percentile | 3.3545 |
| Q1 | 4.51 |
| median | 4.94 |
| Q3 | 5.42 |
| 95-th percentile | 6.15 |
| Maximum | 15 |
| Range | 14.05 |
| Interquartile range (IQR) | 0.91 |
Descriptive statistics
| Standard deviation | 0.95029735 |
|---|---|
| Coefficient of variation (CV) | 0.19250193 |
| Kurtosis | 19.372052 |
| Mean | 4.93656 |
| Median Absolute Deviation (MAD) | 0.46 |
| Skewness | 1.4967374 |
| Sum | 3702.42 |
| Variance | 0.90306505 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.75 | 9 | 1.1% |
| 5.21 | 9 | 1.1% |
| 5.42 | 8 | 1.0% |
| 4.93 | 8 | 1.0% |
| 4.82 | 8 | 1.0% |
| 4.7 | 8 | 1.0% |
| 5.24 | 8 | 1.0% |
| 4.73 | 7 | 0.9% |
| 5.17 | 7 | 0.9% |
| 4.57 | 7 | 0.9% |
| Other values (268) | 671 | |
| (Missing) | 34 | 4.3% |
| Value | Count | Frequency (%) |
| 0.95 | 1 | |
| 1.12 | 1 | |
| 1.37 | 1 | |
| 1.47 | 1 | |
| 2.02 | 1 | |
| 2.04 | 1 | |
| 2.21 | 1 | |
| 2.22 | 1 | |
| 2.26 | 1 | |
| 2.55 | 2 |
| Value | Count | Frequency (%) |
| 15 | 1 | |
| 9.91 | 1 | |
| 9.67 | 1 | |
| 8.24 | 1 | |
| 7.97 | 1 | |
| 7.62 | 1 | |
| 7.61 | 1 | |
| 7.42 | 1 | |
| 7.27 | 1 | |
| 7.06 | 1 |
FASTING HDL
Real number (ℝ)
High correlation Missing
| Distinct | 174 |
|---|---|
| Distinct (%) | 24.0% |
| Missing | 59 |
| Missing (%) | 7.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1195586 |
| Minimum | 0.28 |
|---|---|
| Maximum | 3.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0.28 |
|---|---|
| 5-th percentile | 0.512 |
| Q1 | 0.84 |
| median | 1.07 |
| Q3 | 1.36 |
| 95-th percentile | 1.88 |
| Maximum | 3.7 |
| Range | 3.42 |
| Interquartile range (IQR) | 0.52 |
Descriptive statistics
| Standard deviation | 0.44014039 |
|---|---|
| Coefficient of variation (CV) | 0.39313742 |
| Kurtosis | 4.5641963 |
| Mean | 1.1195586 |
| Median Absolute Deviation (MAD) | 0.26 |
| Skewness | 1.3040858 |
| Sum | 811.68 |
| Variance | 0.19372356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8 | 14 | 1.8% |
| 1.04 | 14 | 1.8% |
| 0.93 | 13 | 1.7% |
| 0.85 | 13 | 1.7% |
| 1.1 | 13 | 1.7% |
| 1.18 | 11 | 1.4% |
| 1 | 11 | 1.4% |
| 0.95 | 11 | 1.4% |
| 0.94 | 10 | 1.3% |
| 0.84 | 10 | 1.3% |
| Other values (164) | 605 | |
| (Missing) | 59 | 7.5% |
| Value | Count | Frequency (%) |
| 0.28 | 1 | |
| 0.32 | 1 | |
| 0.33 | 2 | |
| 0.34 | 2 | |
| 0.35 | 1 | |
| 0.36 | 2 | |
| 0.37 | 2 | |
| 0.39 | 1 | |
| 0.4 | 2 | |
| 0.41 | 2 |
| Value | Count | Frequency (%) |
| 3.7 | 3 | |
| 2.8 | 1 | 0.1% |
| 2.53 | 2 | |
| 2.49 | 1 | 0.1% |
| 2.44 | 1 | 0.1% |
| 2.31 | 1 | 0.1% |
| 2.3 | 1 | 0.1% |
| 2.29 | 1 | 0.1% |
| 2.24 | 2 | |
| 2.23 | 1 | 0.1% |
FASTING LDL
Real number (ℝ)
High correlation Missing
| Distinct | 262 |
|---|---|
| Distinct (%) | 36.1% |
| Missing | 59 |
| Missing (%) | 7.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6814897 |
| Minimum | 0 |
|---|---|
| Maximum | 6.04 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.672 |
| Q1 | 1.11 |
| median | 1.54 |
| Q3 | 2.08 |
| 95-th percentile | 3.18 |
| Maximum | 6.04 |
| Range | 6.04 |
| Interquartile range (IQR) | 0.97 |
Descriptive statistics
| Standard deviation | 0.77228422 |
|---|---|
| Coefficient of variation (CV) | 0.45928574 |
| Kurtosis | 1.7596989 |
| Mean | 1.6814897 |
| Median Absolute Deviation (MAD) | 0.48 |
| Skewness | 1.052318 |
| Sum | 1219.08 |
| Variance | 0.59642292 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.32 | 9 | 1.1% |
| 1.01 | 9 | 1.1% |
| 1.12 | 9 | 1.1% |
| 1.29 | 8 | 1.0% |
| 1.37 | 8 | 1.0% |
| 1.76 | 7 | 0.9% |
| 1.25 | 7 | 0.9% |
| 1.05 | 7 | 0.9% |
| 1.08 | 7 | 0.9% |
| 1.65 | 7 | 0.9% |
| Other values (252) | 647 | |
| (Missing) | 59 | 7.5% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 0.33 | 1 | 0.1% |
| 0.39 | 1 | 0.1% |
| 0.42 | 2 | 0.3% |
| 0.45 | 1 | 0.1% |
| 0.46 | 1 | 0.1% |
| 0.47 | 1 | 0.1% |
| 0.5 | 3 | |
| 0.55 | 5 | |
| 0.56 | 4 |
| Value | Count | Frequency (%) |
| 6.04 | 1 | |
| 4.41 | 1 | |
| 4.28 | 1 | |
| 4.25 | 2 | |
| 4.19 | 1 | |
| 4.13 | 1 | |
| 3.97 | 1 | |
| 3.94 | 1 | |
| 3.89 | 1 | |
| 3.87 | 1 |
FASTING TOTAL CHOLESTEROL
Real number (ℝ)
High correlation Missing
| Distinct | 332 |
|---|---|
| Distinct (%) | 45.9% |
| Missing | 60 |
| Missing (%) | 7.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1242818 |
| Minimum | 1.12 |
|---|---|
| Maximum | 10.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 1.12 |
|---|---|
| 5-th percentile | 2.55 |
| Q1 | 3.39 |
| median | 4 |
| Q3 | 4.81 |
| 95-th percentile | 6.0085 |
| Maximum | 10.48 |
| Range | 9.36 |
| Interquartile range (IQR) | 1.42 |
Descriptive statistics
| Standard deviation | 1.1561844 |
|---|---|
| Coefficient of variation (CV) | 0.28033593 |
| Kurtosis | 3.348478 |
| Mean | 4.1242818 |
| Median Absolute Deviation (MAD) | 0.705 |
| Skewness | 1.00603 |
| Sum | 2985.98 |
| Variance | 1.3367623 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 10 | 1.3% |
| 4.11 | 9 | 1.1% |
| 3.62 | 7 | 0.9% |
| 3.89 | 7 | 0.9% |
| 3.48 | 6 | 0.8% |
| 4.57 | 6 | 0.8% |
| 4.93 | 6 | 0.8% |
| 3.68 | 6 | 0.8% |
| 4.47 | 6 | 0.8% |
| 4.23 | 5 | 0.6% |
| Other values (322) | 656 | |
| (Missing) | 60 | 7.7% |
| Value | Count | Frequency (%) |
| 1.12 | 1 | |
| 1.22 | 1 | |
| 1.29 | 1 | |
| 1.38 | 1 | |
| 1.54 | 1 | |
| 1.59 | 1 | |
| 1.8 | 2 | |
| 1.85 | 1 | |
| 2.01 | 2 | |
| 2.06 | 1 |
| Value | Count | Frequency (%) |
| 10.48 | 1 | |
| 10.29 | 1 | |
| 9.28 | 2 | |
| 9.04 | 1 | |
| 8.65 | 1 | |
| 7.7 | 1 | |
| 7.59 | 1 | |
| 7.3 | 1 | |
| 7.28 | 1 | |
| 6.82 | 1 |
primary_date_parsed
Date
| Distinct | 232 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.2 KiB |
| Minimum | 2011-02-10 00:00:00 |
|---|---|
| Maximum | 2013-06-19 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
HDL cholesterol (mg/dL)
Real number (ℝ)
Missing
| Distinct | 112 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 27 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0279921 |
| Minimum | 0.28 |
|---|---|
| Maximum | 3.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0.28 |
|---|---|
| 5-th percentile | 0.58 |
| Q1 | 0.79 |
| median | 0.96 |
| Q3 | 1.17 |
| 95-th percentile | 1.612 |
| Maximum | 3.7 |
| Range | 3.42 |
| Interquartile range (IQR) | 0.38 |
Descriptive statistics
| Standard deviation | 0.40729906 |
|---|---|
| Coefficient of variation (CV) | 0.39620837 |
| Kurtosis | 14.338385 |
| Mean | 1.0279921 |
| Median Absolute Deviation (MAD) | 0.19 |
| Skewness | 2.7299803 |
| Sum | 778.19 |
| Variance | 0.16589252 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.1 | 27 | 3.4% |
| 0.85 | 21 | 2.7% |
| 0.73 | 21 | 2.7% |
| 0.8 | 21 | 2.7% |
| 0.95 | 19 | 2.4% |
| 1.04 | 18 | 2.3% |
| 1.08 | 17 | 2.2% |
| 0.87 | 17 | 2.2% |
| 0.93 | 15 | 1.9% |
| 0.67 | 15 | 1.9% |
| Other values (102) | 566 | |
| (Missing) | 27 | 3.4% |
| Value | Count | Frequency (%) |
| 0.28 | 1 | 0.1% |
| 0.32 | 4 | |
| 0.34 | 4 | |
| 0.39 | 3 | |
| 0.45 | 5 | |
| 0.51 | 3 | |
| 0.52 | 4 | |
| 0.53 | 1 | 0.1% |
| 0.54 | 1 | 0.1% |
| 0.57 | 7 |
| Value | Count | Frequency (%) |
| 3.7 | 6 | |
| 2.8 | 3 | 0.4% |
| 1.93 | 10 | |
| 1.89 | 1 | 0.1% |
| 1.88 | 3 | 0.4% |
| 1.77 | 1 | 0.1% |
| 1.76 | 4 | 0.5% |
| 1.75 | 4 | 0.5% |
| 1.68 | 1 | 0.1% |
| 1.66 | 1 | 0.1% |
LDL cholesterol (mg/dL)
Real number (ℝ)
High correlation Missing
| Distinct | 160 |
|---|---|
| Distinct (%) | 21.1% |
| Missing | 27 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7226684 |
| Minimum | 0 |
|---|---|
| Maximum | 4.28 |
| Zeros | 3 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.67 |
| Q1 | 1.03 |
| median | 1.52 |
| Q3 | 2.16 |
| 95-th percentile | 3.432 |
| Maximum | 4.28 |
| Range | 4.28 |
| Interquartile range (IQR) | 1.13 |
Descriptive statistics
| Standard deviation | 0.86534729 |
|---|---|
| Coefficient of variation (CV) | 0.50232957 |
| Kurtosis | 0.15127231 |
| Mean | 1.7226684 |
| Median Absolute Deviation (MAD) | 0.53 |
| Skewness | 0.84048185 |
| Sum | 1304.06 |
| Variance | 0.74882594 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.29 | 18 | 2.3% |
| 2.15 | 15 | 1.9% |
| 1.01 | 15 | 1.9% |
| 1.37 | 14 | 1.8% |
| 0.82 | 14 | 1.8% |
| 1.46 | 12 | 1.5% |
| 1.84 | 10 | 1.3% |
| 2.65 | 10 | 1.3% |
| 1 | 10 | 1.3% |
| 1.03 | 10 | 1.3% |
| Other values (150) | 629 | |
| (Missing) | 27 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.33 | 1 | 0.1% |
| 0.42 | 1 | 0.1% |
| 0.45 | 3 | |
| 0.46 | 3 | |
| 0.47 | 4 | |
| 0.5 | 4 | |
| 0.55 | 7 | |
| 0.56 | 3 | |
| 0.59 | 4 |
| Value | Count | Frequency (%) |
| 4.28 | 4 | |
| 4.25 | 8 | |
| 3.87 | 4 | |
| 3.72 | 2 | 0.3% |
| 3.71 | 4 | |
| 3.56 | 4 | |
| 3.5 | 4 | |
| 3.48 | 4 | |
| 3.44 | 4 | |
| 3.43 | 2 | 0.3% |
Total cholesterol (mg/dL)
Real number (ℝ)
High correlation Missing
| Distinct | 161 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 27 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9215059 |
| Minimum | 1.85 |
|---|---|
| Maximum | 7.59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 1.85 |
|---|---|
| 5-th percentile | 2.59 |
| Q1 | 3.29 |
| median | 3.82 |
| Q3 | 4.49 |
| 95-th percentile | 5.41 |
| Maximum | 7.59 |
| Range | 5.74 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.91035931 |
|---|---|
| Coefficient of variation (CV) | 0.23214534 |
| Kurtosis | 0.61950783 |
| Mean | 3.9215059 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 0.58455733 |
| Sum | 2968.58 |
| Variance | 0.82875408 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.93 | 17 | 2.2% |
| 2.77 | 14 | 1.8% |
| 4.33 | 13 | 1.7% |
| 2.66 | 12 | 1.5% |
| 3.35 | 11 | 1.4% |
| 3.52 | 10 | 1.3% |
| 3.7 | 10 | 1.3% |
| 4.11 | 10 | 1.3% |
| 4.37 | 10 | 1.3% |
| 3.79 | 10 | 1.3% |
| Other values (151) | 640 | |
| (Missing) | 27 | 3.4% |
| Value | Count | Frequency (%) |
| 1.85 | 1 | 0.1% |
| 2.07 | 4 | 0.5% |
| 2.26 | 4 | 0.5% |
| 2.49 | 10 | |
| 2.5 | 3 | 0.4% |
| 2.53 | 4 | 0.5% |
| 2.55 | 4 | 0.5% |
| 2.56 | 4 | 0.5% |
| 2.59 | 8 | |
| 2.6 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 7.59 | 4 | |
| 6.56 | 3 | |
| 6.4 | 4 | |
| 5.87 | 4 | |
| 5.68 | 4 | |
| 5.65 | 2 | 0.3% |
| 5.6 | 7 | |
| 5.54 | 3 | |
| 5.51 | 4 | |
| 5.5 | 2 | 0.3% |
BMI (kg/m²)
Real number (ℝ)
High correlation
| Distinct | 248 |
|---|---|
| Distinct (%) | 31.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.86986 |
| Minimum | 15.1 |
|---|---|
| Maximum | 57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 15.1 |
|---|---|
| 5-th percentile | 19.2 |
| Q1 | 22.9 |
| median | 26.7 |
| Q3 | 31.55 |
| 95-th percentile | 40.58 |
| Maximum | 57 |
| Range | 41.9 |
| Interquartile range (IQR) | 8.65 |
Descriptive statistics
| Standard deviation | 6.724033 |
|---|---|
| Coefficient of variation (CV) | 0.24126541 |
| Kurtosis | 1.639969 |
| Mean | 27.86986 |
| Median Absolute Deviation (MAD) | 4.2 |
| Skewness | 1.0713027 |
| Sum | 21822.1 |
| Variance | 45.21262 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.3 | 11 | 1.4% |
| 21.8 | 10 | 1.3% |
| 22.9 | 10 | 1.3% |
| 25 | 10 | 1.3% |
| 21.5 | 10 | 1.3% |
| 32.3 | 9 | 1.1% |
| 26.7 | 9 | 1.1% |
| 27.4 | 8 | 1.0% |
| 25.8 | 8 | 1.0% |
| 21.2 | 8 | 1.0% |
| Other values (238) | 690 |
| Value | Count | Frequency (%) |
| 15.1 | 1 | |
| 15.3 | 1 | |
| 16 | 1 | |
| 16.1 | 1 | |
| 16.6 | 1 | |
| 16.8 | 1 | |
| 16.9 | 1 | |
| 17.1 | 1 | |
| 17.2 | 1 | |
| 17.3 | 1 |
| Value | Count | Frequency (%) |
| 57 | 1 | 0.1% |
| 56.1 | 1 | 0.1% |
| 54.9 | 1 | 0.1% |
| 54.3 | 1 | 0.1% |
| 50.7 | 1 | 0.1% |
| 50.4 | 2 | |
| 50.1 | 1 | 0.1% |
| 49.8 | 3 | |
| 49 | 1 | 0.1% |
| 46.4 | 2 |
Height (m)
Real number (ℝ)
High correlation Missing
| Distinct | 222 |
|---|---|
| Distinct (%) | 38.3% |
| Missing | 205 |
| Missing (%) | 26.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2761693 |
| Minimum | 0.139 |
|---|---|
| Maximum | 1.785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0.139 |
|---|---|
| 5-th percentile | 0.155 |
| Q1 | 1.491 |
| median | 1.567 |
| Q3 | 1.61 |
| 95-th percentile | 1.6721 |
| Maximum | 1.785 |
| Range | 1.646 |
| Interquartile range (IQR) | 0.119 |
Descriptive statistics
| Standard deviation | 0.592174 |
|---|---|
| Coefficient of variation (CV) | 0.46402466 |
| Kurtosis | -0.14690139 |
| Mean | 1.2761693 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | -1.345551 |
| Sum | 738.902 |
| Variance | 0.35067005 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.155 | 15 | 1.9% |
| 0.158 | 14 | 1.8% |
| 0.159 | 9 | 1.1% |
| 0.157 | 9 | 1.1% |
| 1.588 | 9 | 1.1% |
| 0.16 | 8 | 1.0% |
| 0.161 | 8 | 1.0% |
| 1.61 | 8 | 1.0% |
| 1.584 | 7 | 0.9% |
| 0.163 | 7 | 0.9% |
| Other values (212) | 485 | |
| (Missing) | 205 |
| Value | Count | Frequency (%) |
| 0.139 | 1 | 0.1% |
| 0.14 | 1 | 0.1% |
| 0.147 | 1 | 0.1% |
| 0.148 | 1 | 0.1% |
| 0.149 | 2 | 0.3% |
| 0.15 | 5 | 0.6% |
| 0.152 | 3 | 0.4% |
| 0.153 | 7 | |
| 0.154 | 6 | 0.8% |
| 0.155 | 15 |
| Value | Count | Frequency (%) |
| 1.785 | 1 | |
| 1.78 | 1 | |
| 1.762 | 1 | |
| 1.759 | 1 | |
| 1.757 | 1 | |
| 1.733 | 1 | |
| 1.717 | 1 | |
| 1.715 | 1 | |
| 1.71 | 1 | |
| 1.708 | 2 |
Weight (kg)
Real number (ℝ)
High correlation Missing
| Distinct | 360 |
|---|---|
| Distinct (%) | 62.2% |
| Missing | 205 |
| Missing (%) | 26.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.846805 |
| Minimum | 35.1 |
|---|---|
| Maximum | 140.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 35.1 |
|---|---|
| 5-th percentile | 47.57 |
| Q1 | 57.9 |
| median | 67.2 |
| Q3 | 78.5 |
| 95-th percentile | 103 |
| Maximum | 140.5 |
| Range | 105.4 |
| Interquartile range (IQR) | 20.6 |
Descriptive statistics
| Standard deviation | 17.051946 |
|---|---|
| Coefficient of variation (CV) | 0.24413351 |
| Kurtosis | 1.4115677 |
| Mean | 69.846805 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.0019699 |
| Sum | 40441.3 |
| Variance | 290.76886 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 65.4 | 5 | 0.6% |
| 72.3 | 5 | 0.6% |
| 76.8 | 4 | 0.5% |
| 73 | 4 | 0.5% |
| 53.7 | 4 | 0.5% |
| 76.6 | 4 | 0.5% |
| 69.4 | 4 | 0.5% |
| 54 | 4 | 0.5% |
| 70.9 | 4 | 0.5% |
| 59.6 | 4 | 0.5% |
| Other values (350) | 537 | |
| (Missing) | 205 | 26.1% |
| Value | Count | Frequency (%) |
| 35.1 | 1 | |
| 35.8 | 1 | |
| 36.4 | 1 | |
| 39.8 | 1 | |
| 41.6 | 1 | |
| 41.8 | 1 | |
| 42 | 1 | |
| 42.1 | 2 | |
| 42.5 | 1 | |
| 43.6 | 1 |
| Value | Count | Frequency (%) |
| 140.5 | 1 | |
| 135.2 | 1 | |
| 133.8 | 1 | |
| 130.6 | 2 | |
| 129.1 | 1 | |
| 121.9 | 1 | |
| 118 | 1 | |
| 116.3 | 1 | |
| 115.8 | 1 | |
| 114.7 | 1 |
Waist circumference (cm)
Real number (ℝ)
High correlation Missing
| Distinct | 115 |
|---|---|
| Distinct (%) | 19.9% |
| Missing | 205 |
| Missing (%) | 26.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 894.1658 |
| Minimum | 29 |
|---|---|
| Maximum | 9150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 29 |
|---|---|
| 5-th percentile | 675 |
| Q1 | 780 |
| median | 865 |
| Q3 | 970 |
| 95-th percentile | 1170 |
| Maximum | 9150 |
| Range | 9121 |
| Interquartile range (IQR) | 190 |
Descriptive statistics
| Standard deviation | 378.81667 |
|---|---|
| Coefficient of variation (CV) | 0.42365372 |
| Kurtosis | 391.5718 |
| Mean | 894.1658 |
| Median Absolute Deviation (MAD) | 95 |
| Skewness | 17.961673 |
| Sum | 517722 |
| Variance | 143502.07 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 870 | 23 | 2.9% |
| 810 | 19 | 2.4% |
| 850 | 19 | 2.4% |
| 780 | 19 | 2.4% |
| 890 | 18 | 2.3% |
| 860 | 17 | 2.2% |
| 790 | 16 | 2.0% |
| 740 | 16 | 2.0% |
| 760 | 15 | 1.9% |
| 800 | 13 | 1.7% |
| Other values (105) | 404 | |
| (Missing) | 205 |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| 108 | 1 | 0.1% |
| 590 | 1 | 0.1% |
| 610 | 2 | 0.3% |
| 620 | 1 | 0.1% |
| 630 | 4 | |
| 640 | 1 | 0.1% |
| 650 | 2 | 0.3% |
| 660 | 5 |
| Value | Count | Frequency (%) |
| 9150 | 1 | |
| 1510 | 1 | |
| 1450 | 1 | |
| 1435 | 2 | |
| 1400 | 1 | |
| 1330 | 1 | |
| 1310 | 1 | |
| 1300 | 1 | |
| 1295 | 1 | |
| 1280 | 2 |
Fasting glucose (mmol/L)
Real number (ℝ)
High correlation Missing
| Distinct | 276 |
|---|---|
| Distinct (%) | 36.7% |
| Missing | 32 |
| Missing (%) | 4.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9239362 |
| Minimum | 0.95 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0.95 |
|---|---|
| 5-th percentile | 3.332 |
| Q1 | 4.4975 |
| median | 4.93 |
| Q3 | 5.41 |
| 95-th percentile | 6.1145 |
| Maximum | 15 |
| Range | 14.05 |
| Interquartile range (IQR) | 0.9125 |
Descriptive statistics
| Standard deviation | 0.9504881 |
|---|---|
| Coefficient of variation (CV) | 0.1930342 |
| Kurtosis | 19.390246 |
| Mean | 4.9239362 |
| Median Absolute Deviation (MAD) | 0.45 |
| Skewness | 1.5000594 |
| Sum | 3702.8 |
| Variance | 0.90342763 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.21 | 10 | 1.3% |
| 4.75 | 9 | 1.1% |
| 4.93 | 9 | 1.1% |
| 5.24 | 8 | 1.0% |
| 4.7 | 8 | 1.0% |
| 4.82 | 8 | 1.0% |
| 5.42 | 8 | 1.0% |
| 4.57 | 7 | 0.9% |
| 4.73 | 7 | 0.9% |
| 5.17 | 7 | 0.9% |
| Other values (266) | 671 | |
| (Missing) | 32 | 4.1% |
| Value | Count | Frequency (%) |
| 0.95 | 1 | |
| 1.12 | 1 | |
| 1.37 | 1 | |
| 1.47 | 1 | |
| 2.02 | 1 | |
| 2.04 | 1 | |
| 2.21 | 1 | |
| 2.22 | 1 | |
| 2.26 | 1 | |
| 2.55 | 2 |
| Value | Count | Frequency (%) |
| 15 | 1 | |
| 9.91 | 1 | |
| 9.67 | 1 | |
| 8.24 | 1 | |
| 7.97 | 1 | |
| 7.62 | 1 | |
| 7.61 | 1 | |
| 7.42 | 1 | |
| 7.27 | 1 | |
| 7.06 | 1 |
Systolic blood pressure (mmHg)
Real number (ℝ)
High correlation
| Distinct | 63 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.59056 |
| Minimum | 92 |
|---|---|
| Maximum | 172 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 92 |
|---|---|
| 5-th percentile | 102 |
| Q1 | 111 |
| median | 119 |
| Q3 | 129 |
| 95-th percentile | 151 |
| Maximum | 172 |
| Range | 80 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 15.018999 |
|---|---|
| Coefficient of variation (CV) | 0.12352109 |
| Kurtosis | 0.67639476 |
| Mean | 121.59056 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.8410264 |
| Sum | 95327 |
| Variance | 225.57033 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 124 | 32 | 4.1% |
| 111 | 31 | 4.0% |
| 116 | 30 | 3.8% |
| 108 | 29 | 3.7% |
| 120 | 26 | 3.3% |
| 110 | 25 | 3.2% |
| 113 | 24 | 3.1% |
| 126 | 24 | 3.1% |
| 127 | 24 | 3.1% |
| 119 | 24 | 3.1% |
| Other values (53) | 515 |
| Value | Count | Frequency (%) |
| 92 | 4 | 0.5% |
| 95 | 7 | 0.9% |
| 96 | 5 | 0.6% |
| 97 | 4 | 0.5% |
| 98 | 2 | 0.3% |
| 99 | 4 | 0.5% |
| 100 | 5 | 0.6% |
| 102 | 19 | |
| 103 | 16 | |
| 104 | 4 | 0.5% |
| Value | Count | Frequency (%) |
| 172 | 4 | |
| 168 | 4 | |
| 165 | 3 | 0.4% |
| 164 | 4 | |
| 159 | 4 | |
| 157 | 8 | |
| 155 | 3 | 0.4% |
| 153 | 4 | |
| 152 | 2 | 0.3% |
| 151 | 6 |
Diastolic blood pressure (mmHg)
Real number (ℝ)
High correlation
| Distinct | 51 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.456633 |
| Minimum | 40 |
|---|---|
| Maximum | 122 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 71 |
| median | 78 |
| Q3 | 87 |
| 95-th percentile | 101.85 |
| Maximum | 122 |
| Range | 82 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.000773 |
|---|---|
| Coefficient of variation (CV) | 0.15103551 |
| Kurtosis | 0.69715107 |
| Mean | 79.456633 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.5707229 |
| Sum | 62294 |
| Variance | 144.01855 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 75 | 45 | 5.7% |
| 78 | 44 | 5.6% |
| 74 | 36 | 4.6% |
| 69 | 35 | 4.5% |
| 71 | 32 | 4.1% |
| 84 | 30 | 3.8% |
| 72 | 29 | 3.7% |
| 77 | 27 | 3.4% |
| 76 | 26 | 3.3% |
| 87 | 24 | 3.1% |
| Other values (41) | 456 |
| Value | Count | Frequency (%) |
| 40 | 3 | 0.4% |
| 59 | 14 | |
| 60 | 5 | 0.6% |
| 61 | 8 | |
| 62 | 11 | |
| 63 | 7 | |
| 64 | 16 | |
| 65 | 14 | |
| 66 | 14 | |
| 67 | 15 |
| Value | Count | Frequency (%) |
| 122 | 4 | 0.5% |
| 117 | 3 | 0.4% |
| 113 | 4 | 0.5% |
| 108 | 2 | 0.3% |
| 107 | 4 | 0.5% |
| 106 | 3 | 0.4% |
| 103 | 12 | |
| 102 | 8 | |
| 101 | 15 | |
| 100 | 6 | 0.8% |
Fasting glucose (mg/dL)
Real number (ℝ)
| Distinct | 141 |
|---|---|
| Distinct (%) | 18.1% |
| Missing | 3 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.841306 |
| Minimum | 0.95 |
|---|---|
| Maximum | 9.91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.2 KiB |
Quantile statistics
| Minimum | 0.95 |
|---|---|
| 5-th percentile | 3.69 |
| Q1 | 4.48 |
| median | 4.82 |
| Q3 | 5.22 |
| 95-th percentile | 5.79 |
| Maximum | 9.91 |
| Range | 8.96 |
| Interquartile range (IQR) | 0.74 |
Descriptive statistics
| Standard deviation | 0.74383851 |
|---|---|
| Coefficient of variation (CV) | 0.15364418 |
| Kurtosis | 12.381801 |
| Mean | 4.841306 |
| Median Absolute Deviation (MAD) | 0.36 |
| Skewness | 1.2009858 |
| Sum | 3781.06 |
| Variance | 0.55329573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.45 | 15 | 1.9% |
| 4.73 | 15 | 1.9% |
| 4.48 | 14 | 1.8% |
| 5.21 | 14 | 1.8% |
| 4.7 | 13 | 1.7% |
| 4.55 | 12 | 1.5% |
| 5.17 | 12 | 1.5% |
| 4.93 | 12 | 1.5% |
| 4.29 | 11 | 1.4% |
| 4.57 | 11 | 1.4% |
| Other values (131) | 652 |
| Value | Count | Frequency (%) |
| 0.95 | 2 | 0.3% |
| 3.02 | 3 | 0.4% |
| 3.03 | 3 | 0.4% |
| 3.07 | 3 | 0.4% |
| 3.11 | 2 | 0.3% |
| 3.31 | 7 | |
| 3.35 | 4 | |
| 3.43 | 4 | |
| 3.55 | 8 | |
| 3.65 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 9.91 | 4 | |
| 7.62 | 3 | 0.4% |
| 6.65 | 4 | |
| 6.02 | 4 | |
| 5.98 | 4 | |
| 5.93 | 3 | 0.4% |
| 5.88 | 4 | |
| 5.86 | 8 | |
| 5.84 | 4 | |
| 5.79 | 8 |
Interactions
Correlations
| Age (at enrolment) | BMI (kg/m²) | Diastolic blood pressure (mmHg) | FASTING GLUCOSE | FASTING HDL | FASTING LDL | FASTING TOTAL CHOLESTEROL | Fasting glucose (mg/dL) | Fasting glucose (mmol/L) | HDL cholesterol (mg/dL) | Height | Height (m) | LDL cholesterol (mg/dL) | Systolic blood pressure (mmHg) | Total cholesterol (mg/dL) | Waist circumference (cm) | Weight (kg) | diastolic blood pressure | month | original_record_index | season | systolic blood pressure | weight | year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age (at enrolment) | 1.000 | 0.230 | 0.326 | 0.165 | 0.016 | 0.154 | 0.152 | 0.175 | 0.159 | -0.113 | -0.138 | -0.130 | 0.121 | 0.218 | 0.163 | 0.290 | 0.221 | 0.301 | 0.002 | 0.014 | 0.038 | 0.151 | 0.218 | 0.094 |
| BMI (kg/m²) | 0.230 | 1.000 | 0.327 | 0.124 | 0.014 | 0.102 | 0.092 | 0.155 | 0.128 | 0.072 | -0.117 | -0.117 | 0.160 | 0.293 | 0.142 | 0.898 | 0.938 | 0.387 | -0.025 | -0.089 | 0.000 | 0.292 | 0.937 | 0.000 |
| Diastolic blood pressure (mmHg) | 0.326 | 0.327 | 1.000 | 0.026 | 0.015 | 0.015 | 0.135 | 0.114 | 0.025 | -0.090 | -0.033 | -0.039 | -0.019 | 0.794 | 0.086 | 0.316 | 0.327 | 0.847 | 0.050 | 0.110 | 0.002 | 0.668 | 0.323 | 0.000 |
| FASTING GLUCOSE | 0.165 | 0.124 | 0.026 | 1.000 | 0.005 | 0.032 | -0.072 | 0.456 | 0.988 | -0.041 | -0.137 | -0.135 | 0.039 | 0.017 | -0.060 | 0.186 | 0.143 | 0.074 | -0.159 | 0.011 | 0.186 | -0.001 | 0.133 | 0.178 |
| FASTING HDL | 0.016 | 0.014 | 0.015 | 0.005 | 1.000 | 0.267 | 0.508 | 0.047 | 0.007 | 0.379 | -0.037 | -0.036 | 0.118 | -0.007 | 0.269 | -0.004 | 0.012 | -0.023 | -0.100 | 0.003 | 0.150 | -0.023 | 0.021 | 0.158 |
| FASTING LDL | 0.154 | 0.102 | 0.015 | 0.032 | 0.267 | 1.000 | 0.567 | 0.017 | 0.028 | 0.268 | -0.127 | -0.117 | 0.631 | 0.009 | 0.601 | 0.084 | 0.089 | 0.031 | -0.214 | -0.197 | 0.094 | 0.007 | 0.093 | 0.106 |
| FASTING TOTAL CHOLESTEROL | 0.152 | 0.092 | 0.135 | -0.072 | 0.508 | 0.567 | 1.000 | -0.033 | -0.066 | 0.217 | -0.013 | -0.015 | 0.407 | 0.090 | 0.683 | 0.102 | 0.078 | 0.114 | 0.008 | 0.048 | 0.142 | 0.087 | 0.084 | 0.100 |
| Fasting glucose (mg/dL) | 0.175 | 0.155 | 0.114 | 0.456 | 0.047 | 0.017 | -0.033 | 1.000 | 0.468 | 0.042 | -0.021 | -0.022 | 0.095 | 0.047 | -0.028 | 0.173 | 0.145 | 0.069 | 0.042 | 0.023 | 0.053 | 0.021 | 0.130 | 0.000 |
| Fasting glucose (mmol/L) | 0.159 | 0.128 | 0.025 | 0.988 | 0.007 | 0.028 | -0.066 | 0.468 | 1.000 | -0.032 | -0.137 | -0.137 | 0.046 | 0.023 | -0.060 | 0.190 | 0.148 | 0.074 | -0.158 | 0.008 | 0.182 | -0.001 | 0.133 | 0.186 |
| HDL cholesterol (mg/dL) | -0.113 | 0.072 | -0.090 | -0.041 | 0.379 | 0.268 | 0.217 | 0.042 | -0.032 | 1.000 | -0.047 | -0.042 | 0.483 | -0.016 | 0.487 | 0.023 | 0.035 | -0.070 | -0.174 | -0.418 | 0.151 | -0.034 | 0.049 | 0.000 |
| Height | -0.138 | -0.117 | -0.033 | -0.137 | -0.037 | -0.127 | -0.013 | -0.021 | -0.137 | -0.047 | 1.000 | 1.000 | -0.056 | -0.021 | -0.080 | 0.013 | 0.082 | -0.040 | -0.186 | 0.027 | 0.174 | 0.110 | 0.082 | 0.701 |
| Height (m) | -0.130 | -0.117 | -0.039 | -0.135 | -0.036 | -0.117 | -0.015 | -0.022 | -0.137 | -0.042 | 1.000 | 1.000 | -0.053 | -0.026 | -0.075 | 0.012 | 0.082 | -0.040 | -0.192 | 0.013 | 0.171 | 0.110 | 0.082 | 0.701 |
| LDL cholesterol (mg/dL) | 0.121 | 0.160 | -0.019 | 0.039 | 0.118 | 0.631 | 0.407 | 0.095 | 0.046 | 0.483 | -0.056 | -0.053 | 1.000 | -0.020 | 0.701 | 0.156 | 0.133 | 0.038 | -0.247 | -0.518 | 0.194 | 0.019 | 0.141 | 0.000 |
| Systolic blood pressure (mmHg) | 0.218 | 0.293 | 0.794 | 0.017 | -0.007 | 0.009 | 0.090 | 0.047 | 0.023 | -0.016 | -0.021 | -0.026 | -0.020 | 1.000 | 0.065 | 0.262 | 0.301 | 0.704 | 0.012 | 0.035 | 0.000 | 0.811 | 0.296 | 0.000 |
| Total cholesterol (mg/dL) | 0.163 | 0.142 | 0.086 | -0.060 | 0.269 | 0.601 | 0.683 | -0.028 | -0.060 | 0.487 | -0.080 | -0.075 | 0.701 | 0.065 | 1.000 | 0.128 | 0.114 | 0.106 | -0.098 | -0.207 | 0.045 | 0.068 | 0.126 | 0.000 |
| Waist circumference (cm) | 0.290 | 0.898 | 0.316 | 0.186 | -0.004 | 0.084 | 0.102 | 0.173 | 0.190 | 0.023 | 0.013 | 0.012 | 0.156 | 0.262 | 0.128 | 1.000 | 0.898 | 0.363 | -0.039 | -0.057 | 0.039 | 0.270 | 0.896 | 0.000 |
| Weight (kg) | 0.221 | 0.938 | 0.327 | 0.143 | 0.012 | 0.089 | 0.078 | 0.145 | 0.148 | 0.035 | 0.082 | 0.082 | 0.133 | 0.301 | 0.114 | 0.898 | 1.000 | 0.385 | -0.024 | -0.072 | 0.096 | 0.298 | 1.000 | 0.000 |
| diastolic blood pressure | 0.301 | 0.387 | 0.847 | 0.074 | -0.023 | 0.031 | 0.114 | 0.069 | 0.074 | -0.070 | -0.040 | -0.040 | 0.038 | 0.704 | 0.106 | 0.363 | 0.385 | 1.000 | 0.033 | 0.034 | 0.000 | 0.792 | 0.385 | 0.000 |
| month | 0.002 | -0.025 | 0.050 | -0.159 | -0.100 | -0.214 | 0.008 | 0.042 | -0.158 | -0.174 | -0.186 | -0.192 | -0.247 | 0.012 | -0.098 | -0.039 | -0.024 | 0.033 | 1.000 | 0.357 | 0.993 | -0.022 | -0.023 | 0.473 |
| original_record_index | 0.014 | -0.089 | 0.110 | 0.011 | 0.003 | -0.197 | 0.048 | 0.023 | 0.008 | -0.418 | 0.027 | 0.013 | -0.518 | 0.035 | -0.207 | -0.057 | -0.072 | 0.034 | 0.357 | 1.000 | 0.277 | 0.029 | -0.080 | 0.000 |
| season | 0.038 | 0.000 | 0.002 | 0.186 | 0.150 | 0.094 | 0.142 | 0.053 | 0.182 | 0.151 | 0.174 | 0.171 | 0.194 | 0.000 | 0.045 | 0.039 | 0.096 | 0.000 | 0.993 | 0.277 | 1.000 | 0.000 | 0.101 | 0.406 |
| systolic blood pressure | 0.151 | 0.292 | 0.668 | -0.001 | -0.023 | 0.007 | 0.087 | 0.021 | -0.001 | -0.034 | 0.110 | 0.110 | 0.019 | 0.811 | 0.068 | 0.270 | 0.298 | 0.792 | -0.022 | 0.029 | 0.000 | 1.000 | 0.298 | 0.126 |
| weight | 0.218 | 0.937 | 0.323 | 0.133 | 0.021 | 0.093 | 0.084 | 0.130 | 0.133 | 0.049 | 0.082 | 0.082 | 0.141 | 0.296 | 0.126 | 0.896 | 1.000 | 0.385 | -0.023 | -0.080 | 0.101 | 0.298 | 1.000 | 0.000 |
| year | 0.094 | 0.000 | 0.000 | 0.178 | 0.158 | 0.106 | 0.100 | 0.000 | 0.186 | 0.000 | 0.701 | 0.701 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.473 | 0.000 | 0.406 | 0.126 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| anonymous_patient_id | primary_date | year | month | season | Age (at enrolment) | systolic blood pressure | diastolic blood pressure | weight | Height | Patient ID | original_record_index | date | FASTING GLUCOSE | FASTING HDL | FASTING LDL | FASTING TOTAL CHOLESTEROL | primary_date_parsed | HDL cholesterol (mg/dL) | LDL cholesterol (mg/dL) | Total cholesterol (mg/dL) | BMI (kg/m²) | Height (m) | Weight (kg) | Waist circumference (cm) | Fasting glucose (mmol/L) | Systolic blood pressure (mmHg) | Diastolic blood pressure (mmHg) | Fasting glucose (mg/dL) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 221 | HEAT_0D62D894DA8A | 2011-02-10 | 2011 | 2 | Summer | 19.4 | 124.000000 | 73.000000 | 59.8 | 1.584 | WBS 001 | 0.0 | 2011-02-10 | 5.03 | 1.23 | 1.41 | 2.77 | 2011-02-10 | 1.23 | 1.41 | 2.77 | 24.2 | 1.584 | 59.8 | 830.0 | 5.03 | 124.0 | 73.0 | 5.03 |
| 222 | HEAT_4D7DE69432FE | 2011-04-09 | 2011 | 4 | Autumn | 39.4 | 128.000000 | 87.000000 | 83.9 | 1.589 | WBS 003 | 1.0 | 2011-04-09 | 4.55 | 0.90 | 1.54 | 4.93 | 2011-04-09 | 0.90 | 1.54 | 4.93 | 33.6 | 1.589 | 83.9 | 1030.0 | 4.55 | 128.0 | 87.0 | 4.55 |
| 223 | HEAT_4D7DE69432FE | 2012-01-21 | 2012 | 1 | Summer | NaN | NaN | NaN | NaN | NaN | WBS 003 | 2.0 | 2012-01-21 | 4.76 | 1.33 | 2.20 | 5.11 | 2012-01-21 | 0.90 | 1.54 | 4.93 | 33.1 | NaN | NaN | NaN | 4.76 | 128.0 | 87.0 | 4.55 |
| 224 | HEAT_4D7DE69432FE | 2012-04-02 | 2012 | 4 | Autumn | 40.0 | 110.000000 | 77.000000 | 84.7 | 1.598 | WBS 003 | 3.0 | 2012-04-02 | 6.72 | 1.61 | 2.37 | 5.35 | 2012-04-02 | 0.90 | 1.54 | 4.93 | 33.5 | 1.598 | 84.7 | 1020.0 | 6.72 | 128.0 | 87.0 | 4.55 |
| 225 | HEAT_4D7DE69432FE | 2013-05-16 | 2013 | 5 | Autumn | 42.0 | 104.666667 | 77.666667 | 76.0 | 0.159 | WBS 003 | 4.0 | 2013-05-16 | 5.68 | 1.71 | 3.36 | 5.89 | 2013-05-16 | 0.90 | 1.54 | 4.93 | 30.1 | 0.159 | 76.0 | 890.0 | 5.68 | 128.0 | 87.0 | 4.55 |
| 226 | HEAT_1B67A8E196F0 | 2011-03-19 | 2011 | 3 | Autumn | 39.0 | 112.000000 | 76.000000 | 68.0 | 1.762 | WBS 004 | 5.0 | 2011-03-19 | 5.03 | 1.16 | 3.03 | 3.97 | 2011-03-19 | 1.16 | 3.03 | 3.97 | 22.0 | 1.762 | 68.0 | 770.0 | 5.03 | 112.0 | 76.0 | 5.03 |
| 227 | HEAT_1B67A8E196F0 | 2011-08-27 | 2011 | 8 | Winter | 40.0 | NaN | NaN | NaN | NaN | WBS 004 | 6.0 | 2011-08-27 | 4.32 | 0.52 | 2.48 | 2.52 | 2011-08-27 | 1.16 | 3.03 | 3.97 | 21.5 | NaN | NaN | NaN | 4.32 | 112.0 | 76.0 | 5.03 |
| 228 | HEAT_1B67A8E196F0 | 2012-02-09 | 2012 | 2 | Summer | 40.0 | 102.333333 | 77.333333 | 65.0 | 1.759 | WBS 004 | 7.0 | 2012-02-09 | 5.48 | 0.95 | 2.71 | 4.17 | 2012-02-09 | 1.16 | 3.03 | 3.97 | 21.2 | 1.759 | 65.0 | 770.0 | 5.48 | 112.0 | 76.0 | 5.03 |
| 229 | HEAT_1B67A8E196F0 | 2013-05-09 | 2013 | 5 | Autumn | 41.0 | 138.000000 | 97.666667 | 66.1 | 0.175 | WBS 004 | 8.0 | 2013-05-09 | 5.26 | 1.04 | 2.60 | 4.47 | 2013-05-09 | 1.16 | 3.03 | 3.97 | 21.6 | 0.175 | 66.1 | 770.0 | 5.26 | 112.0 | 76.0 | 5.03 |
| 230 | HEAT_42F4CBECF58F | 2011-03-17 | 2011 | 3 | Autumn | 22.2 | 111.000000 | 78.000000 | 51.8 | 1.646 | WBS 005 | 9.0 | 2011-03-17 | 4.25 | 0.90 | 2.17 | 3.13 | 2011-03-17 | 0.90 | 2.17 | 3.13 | 19.3 | 1.646 | 51.8 | 690.0 | 4.25 | 111.0 | 78.0 | 4.25 |
| anonymous_patient_id | primary_date | year | month | season | Age (at enrolment) | systolic blood pressure | diastolic blood pressure | weight | Height | Patient ID | original_record_index | date | FASTING GLUCOSE | FASTING HDL | FASTING LDL | FASTING TOTAL CHOLESTEROL | primary_date_parsed | HDL cholesterol (mg/dL) | LDL cholesterol (mg/dL) | Total cholesterol (mg/dL) | BMI (kg/m²) | Height (m) | Weight (kg) | Waist circumference (cm) | Fasting glucose (mmol/L) | Systolic blood pressure (mmHg) | Diastolic blood pressure (mmHg) | Fasting glucose (mg/dL) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 995 | HEAT_0B3BD856B19E | 2012-01-21 | 2012 | 1 | Summer | NaN | NaN | NaN | NaN | NaN | WBS 311 | 774.0 | 2012-01-21 | 4.97 | 1.32 | 2.19 | 6.24 | 2012-01-21 | 1.14 | 1.57 | 4.96 | 22.6 | NaN | NaN | NaN | 4.97 | 106.0 | 72.0 | 4.76 |
| 996 | HEAT_0B3BD856B19E | 2012-05-12 | 2012 | 5 | Autumn | 27.0 | 122.000000 | 78.000000 | 54.6 | 1.525 | WBS 311 | 775.0 | 2012-05-12 | NaN | 1.96 | 2.68 | 6.82 | 2012-05-12 | 1.14 | 1.57 | 4.96 | 23.6 | 1.525 | 54.6 | 720.0 | NaN | 106.0 | 72.0 | 4.76 |
| 997 | HEAT_0B3BD856B19E | 2011-06-11 | 2011 | 6 | Winter | 28.0 | NaN | NaN | NaN | NaN | WBS 311 | 776.0 | 2011-06-11 | 4.95 | 1.42 | 2.92 | 5.28 | 2011-06-11 | 1.14 | 1.57 | 4.96 | 21.5 | 1.538 | 50.4 | 680.0 | 4.76 | 106.0 | 72.0 | 4.76 |
| 998 | HEAT_05B2FB1A51B9 | 2011-06-11 | 2011 | 6 | Winter | 33.3 | 141.000000 | 103.000000 | 77.8 | 1.554 | WBS 312 | 777.0 | 2011-06-11 | 5.38 | 1.10 | 1.05 | 3.70 | 2011-06-11 | 1.10 | 1.05 | 3.70 | 32.4 | 1.554 | 77.8 | 970.0 | 5.38 | 141.0 | 103.0 | 5.38 |
| 999 | HEAT_05B2FB1A51B9 | 2011-11-16 | 2011 | 11 | Spring | 34.0 | NaN | NaN | NaN | NaN | WBS 312 | 778.0 | 2011-11-16 | 5.50 | 1.40 | 1.72 | 5.32 | 2011-11-16 | 1.10 | 1.05 | 3.70 | 34.4 | NaN | NaN | NaN | 5.50 | 141.0 | 103.0 | 5.38 |
| 1000 | HEAT_05B2FB1A51B9 | 2012-05-02 | 2012 | 5 | Autumn | 34.0 | 141.666667 | 102.666667 | 90.8 | 1.562 | WBS 312 | 779.0 | 2012-05-02 | 5.99 | 1.76 | 1.32 | 4.11 | 2012-05-02 | 1.10 | 1.05 | 3.70 | 37.3 | 1.562 | 90.8 | 1155.0 | 5.99 | 141.0 | 103.0 | 5.38 |
| 1001 | HEAT_05B2FB1A51B9 | 2013-05-08 | 2013 | 5 | Autumn | 35.0 | 146.333333 | 103.333333 | 91.1 | 0.155 | WBS 312 | 780.0 | 2013-05-08 | 6.11 | 0.42 | 1.35 | 2.35 | 2013-05-08 | 1.10 | 1.05 | 3.70 | 37.9 | 0.155 | 91.1 | 1030.0 | 6.11 | 141.0 | 103.0 | 5.38 |
| 1002 | HEAT_59DF578C032D | 2011-06-07 | 2011 | 6 | Winter | 31.3 | 123.000000 | 86.000000 | 84.6 | 1.630 | WBS 313 | 781.0 | 2011-06-07 | 5.21 | 0.91 | 1.00 | 3.52 | 2011-06-07 | 0.91 | 1.00 | 3.52 | 31.8 | 1.630 | 84.6 | 1010.0 | 5.21 | 123.0 | 86.0 | 5.21 |
| 1003 | HEAT_59DF578C032D | 2011-11-10 | 2011 | 11 | Spring | 32.0 | NaN | NaN | NaN | NaN | WBS 313 | 782.0 | 2011-11-10 | 4.67 | 1.02 | 0.59 | 2.93 | 2011-11-10 | 0.91 | 1.00 | 3.52 | 31.2 | NaN | NaN | NaN | 4.67 | 123.0 | 86.0 | 5.21 |
| 1004 | HEAT_59DF578C032D | 2012-05-02 | 2012 | 5 | Autumn | 32.0 | 125.000000 | 93.333333 | 87.2 | 1.627 | WBS 313 | 783.0 | 2012-05-02 | 5.76 | NaN | NaN | NaN | 2012-05-02 | 0.91 | 1.00 | 3.52 | 33.2 | 1.627 | 87.2 | 1040.0 | 5.76 | 123.0 | 86.0 | 5.21 |